| // Copyright (c) Facebook, Inc. and its affiliates. |
| // All rights reserved. |
| // |
| // Copyright 2019 Google LLC |
| // |
| // This source code is licensed under the BSD-style license found in the |
| // LICENSE file in the root directory of this source tree. |
| |
| #include <assert.h> |
| #include <stdint.h> |
| #include <stddef.h> |
| |
| #include <wasm_simd128.h> |
| |
| #include <fp16/bitcasts.h> |
| |
| #include <xnnpack/requantization-stubs.h> |
| |
| |
| void xnn_qs8_requantize_gemmlowp__wasmsimd( |
| size_t n, |
| const int32_t* input, |
| float scale, |
| int8_t zero_point, |
| int8_t qmin, |
| int8_t qmax, |
| int8_t* output) |
| { |
| assert(n % 16 == 0); |
| assert(scale < 1.0f); |
| assert(scale >= 0x1.0p-32f); |
| |
| // Compute requantization parameters. |
| const uint32_t scale_bits = fp32_to_bits(scale); |
| |
| // Multiplier is in [0x40000000, 0x7FFFFF80] range. |
| const int32_t multiplier = (int32_t) (((scale_bits & UINT32_C(0x007FFFFF)) | UINT32_C(0x00800000)) << 7); |
| assert(multiplier >= INT32_C(0x40000000)); |
| assert(multiplier <= INT32_C(0x7FFFFF80)); |
| const int64_t twice_multiplier = INT64_C(2) * (int64_t) multiplier; |
| |
| // Shift is in [0, 31] range. |
| const int32_t shift = 127 + 31 - 32 - (fp32_to_bits(scale) >> 23); |
| assert(shift >= 0); |
| assert(shift < 32); |
| |
| const v128_t vmultiplier = wasm_i64x2_make(twice_multiplier, twice_multiplier); |
| const v128_t vzero_point = wasm_i16x8_splat((int16_t) zero_point); |
| |
| const v128_t vqmin = wasm_i8x16_splat(qmin); |
| const v128_t vqmax = wasm_i8x16_splat(qmax); |
| const uint32_t remainder_mask = (UINT32_C(1) << shift) - UINT32_C(1); |
| const v128_t vremainder_mask = wasm_i32x4_splat((int32_t) remainder_mask); |
| const v128_t vthreshold = wasm_i32x4_splat((int32_t) (remainder_mask >> 1)); |
| const v128_t vtwice_q31rounding = wasm_i64x2_splat(INT64_C(0x80000000)); |
| for (; n != 0; n -= 16) { |
| const v128_t x = wasm_v128_load(input); |
| const v128_t y = wasm_v128_load(input + 4); |
| const v128_t z = wasm_v128_load(input + 8); |
| const v128_t w = wasm_v128_load(input + 12); |
| input += 16; |
| |
| const v128_t x_sign = wasm_i32x4_shr(x, 31); |
| const v128_t y_sign = wasm_i32x4_shr(y, 31); |
| const v128_t z_sign = wasm_i32x4_shr(z, 31); |
| const v128_t w_sign = wasm_i32x4_shr(w, 31); |
| |
| const v128_t x_lo = wasm_v32x4_shuffle(x, x_sign, 0, 4, 1, 5); |
| const v128_t y_lo = wasm_v32x4_shuffle(y, y_sign, 0, 4, 1, 5); |
| const v128_t z_lo = wasm_v32x4_shuffle(z, z_sign, 0, 4, 1, 5); |
| const v128_t w_lo = wasm_v32x4_shuffle(w, w_sign, 0, 4, 1, 5); |
| |
| const v128_t x_hi = wasm_v32x4_shuffle(x, x_sign, 2, 6, 3, 7); |
| const v128_t y_hi = wasm_v32x4_shuffle(y, y_sign, 2, 6, 3, 7); |
| const v128_t z_hi = wasm_v32x4_shuffle(z, z_sign, 2, 6, 3, 7); |
| const v128_t w_hi = wasm_v32x4_shuffle(w, w_sign, 2, 6, 3, 7); |
| |
| const v128_t x_product_lo = wasm_i64x2_add(wasm_i64x2_mul(x_lo, vmultiplier), vtwice_q31rounding); |
| const v128_t y_product_lo = wasm_i64x2_add(wasm_i64x2_mul(y_lo, vmultiplier), vtwice_q31rounding); |
| const v128_t z_product_lo = wasm_i64x2_add(wasm_i64x2_mul(z_lo, vmultiplier), vtwice_q31rounding); |
| const v128_t w_product_lo = wasm_i64x2_add(wasm_i64x2_mul(w_lo, vmultiplier), vtwice_q31rounding); |
| |
| const v128_t x_product_hi = wasm_i64x2_add(wasm_i64x2_mul(x_hi, vmultiplier), vtwice_q31rounding); |
| const v128_t y_product_hi = wasm_i64x2_add(wasm_i64x2_mul(y_hi, vmultiplier), vtwice_q31rounding); |
| const v128_t z_product_hi = wasm_i64x2_add(wasm_i64x2_mul(z_hi, vmultiplier), vtwice_q31rounding); |
| const v128_t w_product_hi = wasm_i64x2_add(wasm_i64x2_mul(w_hi, vmultiplier), vtwice_q31rounding); |
| |
| const v128_t x_q31product = wasm_v32x4_shuffle(x_product_lo, x_product_hi, 1, 3, 5, 7); |
| const v128_t y_q31product = wasm_v32x4_shuffle(y_product_lo, y_product_hi, 1, 3, 5, 7); |
| const v128_t z_q31product = wasm_v32x4_shuffle(z_product_lo, z_product_hi, 1, 3, 5, 7); |
| const v128_t w_q31product = wasm_v32x4_shuffle(w_product_lo, w_product_hi, 1, 3, 5, 7); |
| |
| const v128_t x_remainder = |
| wasm_i32x4_add(wasm_v128_and(x_q31product, vremainder_mask), wasm_i32x4_shr(x_q31product, 31)); |
| const v128_t y_remainder = |
| wasm_i32x4_add(wasm_v128_and(y_q31product, vremainder_mask), wasm_i32x4_shr(y_q31product, 31)); |
| const v128_t z_remainder = |
| wasm_i32x4_add(wasm_v128_and(z_q31product, vremainder_mask), wasm_i32x4_shr(z_q31product, 31)); |
| const v128_t w_remainder = |
| wasm_i32x4_add(wasm_v128_and(w_q31product, vremainder_mask), wasm_i32x4_shr(w_q31product, 31)); |
| |
| const v128_t x_scaled = |
| wasm_i32x4_sub(wasm_i32x4_shr(x_q31product, shift), wasm_i32x4_gt(x_remainder, vthreshold)); |
| const v128_t y_scaled = |
| wasm_i32x4_sub(wasm_i32x4_shr(y_q31product, shift), wasm_i32x4_gt(y_remainder, vthreshold)); |
| const v128_t z_scaled = |
| wasm_i32x4_sub(wasm_i32x4_shr(z_q31product, shift), wasm_i32x4_gt(z_remainder, vthreshold)); |
| const v128_t w_scaled = |
| wasm_i32x4_sub(wasm_i32x4_shr(w_q31product, shift), wasm_i32x4_gt(w_remainder, vthreshold)); |
| |
| const v128_t xy_packed = wasm_i16x8_add_sat(wasm_i16x8_narrow_i32x4(x_scaled, y_scaled), vzero_point); |
| const v128_t zw_packed = wasm_i16x8_add_sat(wasm_i16x8_narrow_i32x4(z_scaled, w_scaled), vzero_point); |
| const v128_t xyzw_packed = wasm_i8x16_narrow_i16x8(xy_packed, zw_packed); |
| const v128_t xyzw_clamped = wasm_i8x16_min(wasm_i8x16_max(xyzw_packed, vqmin), vqmax); |
| |
| // 12x v128.shuffle |
| // 8x i32x4.lt |
| // 8x i64x2.add |
| // 8x i64x2.mul |
| // 4x v128.and |
| // 4x i32x4.add |
| // 4x i32x4.sub |
| // 4x i32x4.gt |
| // 4x i32x4.shr_s |
| // 2x i16x8.narrow_i32x4_s |
| // 2x i16x8.add_saturate_s |
| // 1x i8x16.narrow_i16x8_s |
| // 1x i8x16.max_s |
| // 1x i8x16.min_s |
| // --------------------- |
| // 63 instructions total |
| |
| wasm_v128_store(output, xyzw_clamped); |
| output += 16; |
| } |
| } |